Pandas Profiling Report

Dataset statistics

Number of variables	31
Number of observations	212
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	3
Duplicate rows (%)	1.4%
Total size in memory	51.5 KiB
Average record size in memory	248.6 B

Variable types

Numeric	26
Categorical	4
DateTime	1

Alerts

Dataset has 3 (1.4%) duplicate rows	Duplicates
`total` is highly correlated with `tweeter` and 7 other fields	High correlation
`tweeter` is highly correlated with `total` and 5 other fields	High correlation
`blog` is highly correlated with `total` and 6 other fields	High correlation
`community` is highly correlated with `total` and 9 other fields	High correlation
`instagram` is highly correlated with `total` and 4 other fields	High correlation
`p_10` is highly correlated with `n_10`	High correlation
`n_10` is highly correlated with `p_10`	High correlation
`p_23` is highly correlated with `n_23` and 1 other fields	High correlation
`n_23` is highly correlated with `p_23` and 1 other fields	High correlation
`p_34` is highly correlated with `blog` and 4 other fields	High correlation
`n_34` is highly correlated with `total` and 5 other fields	High correlation
`p_m` is highly correlated with `community` and 3 other fields	High correlation
`n_m` is highly correlated with `community` and 3 other fields	High correlation
`p_f` is highly correlated with `p_23` and 1 other fields	High correlation
`n_f` is highly correlated with `total` and 2 other fields	High correlation
`youtube_num` is highly correlated with `youtube_view` and 4 other fields	High correlation
`youtube_view` is highly correlated with `youtube_num` and 4 other fields	High correlation
`youtube_like` is highly correlated with `youtube_num` and 4 other fields	High correlation
`youtube_comment` is highly correlated with `youtube_num` and 4 other fields	High correlation
`youtube_p` is highly correlated with `youtube_num` and 4 other fields	High correlation
`youtube_n` is highly correlated with `youtube_num` and 4 other fields	High correlation
`amount` is highly correlated with `total` and 5 other fields	High correlation
`volume` is highly correlated with `total` and 5 other fields	High correlation
`total` is highly correlated with `tweeter` and 5 other fields	High correlation
`tweeter` is highly correlated with `total`	High correlation
`blog` is highly correlated with `total` and 4 other fields	High correlation
`community` is highly correlated with `total` and 5 other fields	High correlation
`instagram` is highly correlated with `total` and 1 other fields	High correlation
`n_10` is highly correlated with `n_f`	High correlation
`p_23` is highly correlated with `n_23` and 1 other fields	High correlation
`n_23` is highly correlated with `p_23`	High correlation
`p_34` is highly correlated with `blog` and 4 other fields	High correlation
`n_34` is highly correlated with `community` and 3 other fields	High correlation
`p_45` is highly correlated with `n_45`	High correlation
`n_45` is highly correlated with `p_45`	High correlation
`p_m` is highly correlated with `p_34` and 2 other fields	High correlation
`n_m` is highly correlated with `n_34` and 1 other fields	High correlation
`p_f` is highly correlated with `p_23` and 2 other fields	High correlation
`n_f` is highly correlated with `n_10` and 1 other fields	High correlation
`youtube_num` is highly correlated with `youtube_p`	High correlation
`youtube_like` is highly correlated with `youtube_p` and 1 other fields	High correlation
`youtube_comment` is highly correlated with `youtube_p` and 1 other fields	High correlation
`youtube_p` is highly correlated with `youtube_num` and 3 other fields	High correlation
`youtube_n` is highly correlated with `youtube_like` and 2 other fields	High correlation
`amount` is highly correlated with `total` and 3 other fields	High correlation
`volume` is highly correlated with `total` and 4 other fields	High correlation
`total` is highly correlated with `tweeter` and 5 other fields	High correlation
`tweeter` is highly correlated with `total`	High correlation
`blog` is highly correlated with `total` and 3 other fields	High correlation
`community` is highly correlated with `total` and 4 other fields	High correlation
`instagram` is highly correlated with `total`	High correlation
`p_10` is highly correlated with `n_10`	High correlation
`n_10` is highly correlated with `p_10`	High correlation
`p_23` is highly correlated with `n_23`	High correlation
`n_23` is highly correlated with `p_23`	High correlation
`p_34` is highly correlated with `community` and 2 other fields	High correlation
`n_34` is highly correlated with `p_34` and 1 other fields	High correlation
`p_m` is highly correlated with `p_34` and 1 other fields	High correlation
`n_m` is highly correlated with `n_34` and 1 other fields	High correlation
`p_f` is highly correlated with `n_f`	High correlation
`n_f` is highly correlated with `p_f`	High correlation
`youtube_num` is highly correlated with `youtube_view` and 4 other fields	High correlation
`youtube_view` is highly correlated with `youtube_num` and 4 other fields	High correlation
`youtube_like` is highly correlated with `youtube_num` and 4 other fields	High correlation
`youtube_comment` is highly correlated with `youtube_num` and 4 other fields	High correlation
`youtube_p` is highly correlated with `youtube_num` and 4 other fields	High correlation
`youtube_n` is highly correlated with `youtube_num` and 4 other fields	High correlation
`amount` is highly correlated with `total` and 3 other fields	High correlation
`volume` is highly correlated with `total` and 3 other fields	High correlation
`df_index` is highly correlated with `date` and 6 other fields	High correlation
`product` is highly correlated with `total` and 6 other fields	High correlation
`date` is highly correlated with `df_index` and 15 other fields	High correlation
`total` is highly correlated with `df_index` and 19 other fields	High correlation
`tweeter` is highly correlated with `date` and 4 other fields	High correlation
`blog` is highly correlated with `df_index` and 15 other fields	High correlation
`community` is highly correlated with `df_index` and 19 other fields	High correlation
`instagram` is highly correlated with `product` and 15 other fields	High correlation
`news` is highly correlated with `df_index` and 2 other fields	High correlation
`p_10` is highly correlated with `total` and 9 other fields	High correlation
`n_10` is highly correlated with `blog` and 7 other fields	High correlation
`p_23` is highly correlated with `date` and 16 other fields	High correlation
`n_23` is highly correlated with `blog` and 12 other fields	High correlation
`p_34` is highly correlated with `date` and 11 other fields	High correlation
`n_34` is highly correlated with `date` and 16 other fields	High correlation
`p_45` is highly correlated with `total` and 7 other fields	High correlation
`n_45` is highly correlated with `community` and 10 other fields	High correlation
`p_60` is highly correlated with `p_23` and 5 other fields	High correlation
`n_60` is highly correlated with `p_23` and 4 other fields	High correlation
`p_m` is highly correlated with `date` and 10 other fields	High correlation
`n_m` is highly correlated with `date` and 17 other fields	High correlation
`p_f` is highly correlated with `total` and 13 other fields	High correlation
`n_f` is highly correlated with `total` and 9 other fields	High correlation
`youtube_num` is highly correlated with `product` and 10 other fields	High correlation
`youtube_view` is highly correlated with `total` and 14 other fields	High correlation
`youtube_like` is highly correlated with `date` and 11 other fields	High correlation
`youtube_comment` is highly correlated with `date` and 12 other fields	High correlation
`youtube_p` is highly correlated with `date` and 11 other fields	High correlation
`youtube_n` is highly correlated with `date` and 13 other fields	High correlation
`amount` is highly correlated with `df_index` and 15 other fields	High correlation
`volume` is highly correlated with `df_index` and 10 other fields	High correlation
`df_index` is uniformly distributed	Uniform
`df_index` has 4 (1.9%) zeros	Zeros
`total` has 15 (7.1%) zeros	Zeros
`tweeter` has 20 (9.4%) zeros	Zeros
`blog` has 17 (8.0%) zeros	Zeros
`community` has 26 (12.3%) zeros	Zeros
`instagram` has 26 (12.3%) zeros	Zeros
`news` has 70 (33.0%) zeros	Zeros
`n_10` has 198 (93.4%) zeros	Zeros
`p_23` has 144 (67.9%) zeros	Zeros
`n_23` has 167 (78.8%) zeros	Zeros
`p_34` has 71 (33.5%) zeros	Zeros
`n_34` has 99 (46.7%) zeros	Zeros
`p_45` has 182 (85.8%) zeros	Zeros
`n_45` has 188 (88.7%) zeros	Zeros
`p_m` has 76 (35.8%) zeros	Zeros
`n_m` has 98 (46.2%) zeros	Zeros
`p_f` has 131 (61.8%) zeros	Zeros
`n_f` has 150 (70.8%) zeros	Zeros
`youtube_num` has 142 (67.0%) zeros	Zeros
`youtube_view` has 163 (76.9%) zeros	Zeros
`youtube_like` has 166 (78.3%) zeros	Zeros
`youtube_comment` has 149 (70.3%) zeros	Zeros
`youtube_p` has 156 (73.6%) zeros	Zeros
`youtube_n` has 164 (77.4%) zeros	Zeros
`amount` has 27 (12.7%) zeros	Zeros
`volume` has 27 (12.7%) zeros	Zeros

Reproduction

Analysis started	2022-05-10 10:47:30.652828
Analysis finished	2022-05-10 10:48:31.267814
Duration	1 minute and 0.61 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

df_index
Real number (ℝ_≥0)

HIGH CORRELATION
UNIFORM
ZEROS

Distinct	53
Distinct (%)	25.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26

Minimum	0
Maximum	52
Zeros	4
Zeros (%)	1.9%
Negative	0
Negative (%)	0.0%
Memory size	1.8 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	13
median	26
Q3	39
95-th percentile	50
Maximum	52
Range	52
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	15.33326465
Coefficient of variation (CV)	0.589740948
Kurtosis	-1.200820525
Mean	26
Median Absolute Deviation (MAD)	13
Skewness	0
Sum	5512
Variance	235.1090047
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4	1.9%
27	4	1.9%
29	4	1.9%
30	4	1.9%
31	4	1.9%
32	4	1.9%
33	4	1.9%
34	4	1.9%
35	4	1.9%
36	4	1.9%
Other values (43)	172	81.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4	1.9%
1	4	1.9%
2	4	1.9%
3	4	1.9%
4	4	1.9%
5	4	1.9%
6	4	1.9%
7	4	1.9%
8	4	1.9%
9	4	1.9%

Value	Count	Frequency (%)
52	4	1.9%
51	4	1.9%
50	4	1.9%
49	4	1.9%
48	4	1.9%
47	4	1.9%
46	4	1.9%
45	4	1.9%
44	4	1.9%
43	4	1.9%

product
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Memory size	1.8 KiB

벤포벨	106
아로나민골드	53
비맥스메타	53

Length

Max length	6
Median length	4
Mean length	4.25
Min length	3

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	아로나민골드
2nd row	아로나민골드
3rd row	아로나민골드
4th row	아로나민골드
5th row	아로나민골드

Common Values

Value	Count	Frequency (%)
벤포벨	106	50.0%
아로나민골드	53	25.0%
비맥스메타	53	25.0%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
벤포벨	106	50.0%
아로나민골드	53	25.0%
비맥스메타	53	25.0%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

date
Date

HIGH CORRELATION

Distinct	53
Distinct (%)	25.0%
Missing	0
Missing (%)	0.0%
Memory size	1.8 KiB

Minimum	2018-01-01 00:00:00
Maximum	2022-05-01 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

total
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	99
Distinct (%)	46.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	81.73584906

Minimum	0
Maximum	382
Zeros	15
Zeros (%)	7.1%
Negative	0
Negative (%)	0.0%
Memory size	1.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	32
median	60
Q3	111.25
95-th percentile	216.2
Maximum	382
Range	382
Interquartile range (IQR)	79.25

Descriptive statistics

Standard deviation	71.3032775
Coefficient of variation (CV)	0.8723623516
Kurtosis	3.171832397
Mean	81.73584906
Median Absolute Deviation (MAD)	35
Skewness	1.609060142
Sum	17328
Variance	5084.157382
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	15	7.1%
24	8	3.8%
52	7	3.3%
32	6	2.8%
62	6	2.8%
21	6	2.8%
90	5	2.4%
58	5	2.4%
44	4	1.9%
35	4	1.9%
Other values (89)	146	68.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	15	7.1%
7	3	1.4%
13	2	0.9%
16	2	0.9%
21	6	2.8%
23	4	1.9%
24	8	3.8%
26	2	0.9%
27	2	0.9%
28	2	0.9%

Value	Count	Frequency (%)
382	2	0.9%
318	1	0.5%
306	1	0.5%
295	1	0.5%
292	1	0.5%
270	1	0.5%
249	1	0.5%
232	1	0.5%
231	1	0.5%
225	1	0.5%

tweeter
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	39
Distinct (%)	18.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.18396226

Minimum	0
Maximum	346
Zeros	20
Zeros (%)	9.4%
Negative	0
Negative (%)	0.0%
Memory size	1.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	13
95-th percentile	35.45
Maximum	346
Range	346
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	35.42710462
Coefficient of variation (CV)	2.687136379
Kurtosis	73.26449797
Mean	13.18396226
Median Absolute Deviation (MAD)	4
Skewness	8.08621762
Sum	2795
Variance	1255.079742
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
2	26	12.3%
3	24	11.3%
0	20	9.4%
4	18	8.5%
1	17	8.0%
5	12	5.7%
6	9	4.2%
7	9	4.2%
19	8	3.8%
10	7	3.3%
Other values (29)	62	29.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	20	9.4%
1	17	8.0%
2	26	12.3%
3	24	11.3%
4	18	8.5%
5	12	5.7%
6	9	4.2%
7	9	4.2%
8	6	2.8%
9	5	2.4%

Value	Count	Frequency (%)
346	2	0.9%
102	1	0.5%
82	1	0.5%
79	1	0.5%
53	1	0.5%
49	1	0.5%
43	1	0.5%
40	1	0.5%
39	1	0.5%
36	1	0.5%

blog
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	50
Distinct (%)	23.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.19339623

Minimum	0
Maximum	99
Zeros	17
Zeros (%)	8.0%
Negative	0
Negative (%)	0.0%
Memory size	1.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	9.75
median	19
Q3	30
95-th percentile	46.45
Maximum	99
Range	99
Interquartile range (IQR)	20.25

Descriptive statistics

Standard deviation	15.3201337
Coefficient of variation (CV)	0.7228729899
Kurtosis	2.569560562
Mean	21.19339623
Median Absolute Deviation (MAD)	10
Skewness	1.089078426
Sum	4493
Variance	234.7064965
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17	8.0%
21	11	5.2%
8	10	4.7%
12	8	3.8%
16	8	3.8%
15	8	3.8%
25	8	3.8%
27	7	3.3%
14	7	3.3%
5	7	3.3%
Other values (40)	121	57.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17	8.0%
1	1	0.5%
3	4	1.9%
4	3	1.4%
5	7	3.3%
6	6	2.8%
8	10	4.7%
9	5	2.4%
10	4	1.9%
11	4	1.9%

Value	Count	Frequency (%)
99	1	0.5%
70	1	0.5%
63	1	0.5%
58	1	0.5%
55	1	0.5%
53	1	0.5%
51	3	1.4%
49	1	0.5%
47	1	0.5%
46	3	1.4%

community
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	62
Distinct (%)	29.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.48584906

Minimum	0
Maximum	109
Zeros	26
Zeros (%)	12.3%
Negative	0
Negative (%)	0.0%
Memory size	1.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
median	14.5
Q3	31.25
95-th percentile	67
Maximum	109
Range	109
Interquartile range (IQR)	26.25

Descriptive statistics

Standard deviation	22.35929756
Coefficient of variation (CV)	1.040652268
Kurtosis	1.89851894
Mean	21.48584906
Median Absolute Deviation (MAD)	12.5
Skewness	1.464513941
Sum	4555
Variance	499.9381874
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	26	12.3%
1	12	5.7%
8	12	5.7%
12	11	5.2%
6	8	3.8%
2	7	3.3%
16	7	3.3%
15	7	3.3%
18	6	2.8%
11	6	2.8%
Other values (52)	110	51.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	26	12.3%
1	12	5.7%
2	7	3.3%
4	5	2.4%
5	4	1.9%
6	8	3.8%
7	3	1.4%
8	12	5.7%
10	4	1.9%
11	6	2.8%

Value	Count	Frequency (%)
109	1	0.5%
97	1	0.5%
92	1	0.5%
90	1	0.5%
89	1	0.5%
79	1	0.5%
77	2	0.9%
74	1	0.5%
68	1	0.5%
67	2	0.9%

instagram
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	61
Distinct (%)	28.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.81132075

Minimum	0
Maximum	175
Zeros	26
Zeros (%)	12.3%
Negative	0
Negative (%)	0.0%
Memory size	1.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	8.5
Q3	28
95-th percentile	94.05
Maximum	175
Range	175
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	31.45541137
Coefficient of variation (CV)	1.442159864
Kurtosis	5.332772548
Mean	21.81132075
Median Absolute Deviation (MAD)	7.5
Skewness	2.304000993
Sum	4624
Variance	989.4429044
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	26	12.3%
2	15	7.1%
3	12	5.7%
5	11	5.2%
8	11	5.2%
1	9	4.2%
11	9	4.2%
19	8	3.8%
4	8	3.8%
7	7	3.3%
Other values (51)	96	45.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	26	12.3%
1	9	4.2%
2	15	7.1%
3	12	5.7%
4	8	3.8%
5	11	5.2%
6	7	3.3%
7	7	3.3%
8	11	5.2%
9	6	2.8%

Value	Count	Frequency (%)
175	1	0.5%
131	1	0.5%
130	1	0.5%
128	1	0.5%
127	1	0.5%
119	2	0.9%
117	1	0.5%
116	1	0.5%
114	1	0.5%
99	1	0.5%

news
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	19
Distinct (%)	9.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.858490566

Minimum	0
Maximum	19
Zeros	70
Zeros (%)	33.0%
Negative	0
Negative (%)	0.0%
Memory size	1.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	6
95-th percentile	12.45
Maximum	19
Range	19
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	4.54766995
Coefficient of variation (CV)	1.178613728
Kurtosis	0.3689158735
Mean	3.858490566
Median Absolute Deviation (MAD)	2
Skewness	1.141188345
Sum	818
Variance	20.68130198
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	70	33.0%
1	34	16.0%
5	20	9.4%
2	13	6.1%
10	11	5.2%
4	9	4.2%
3	8	3.8%
7	8	3.8%
12	8	3.8%
11	7	3.3%
Other values (9)	24	11.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	70	33.0%
1	34	16.0%
2	13	6.1%
3	8	3.8%
4	9	4.2%
5	20	9.4%
6	6	2.8%
7	8	3.8%
8	6	2.8%
9	1	0.5%

Value	Count	Frequency (%)
19	1	0.5%
18	1	0.5%
16	2	0.9%
15	2	0.9%
14	2	0.9%
13	3	1.4%
12	8	3.8%
11	7	3.3%
10	11	5.2%
9	1	0.5%

p_10
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	5
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Memory size	1.8 KiB

0	197
1	10
2	3
3	1
5	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	0.9%

Sample

1st row	0
2nd row	0
3rd row	2
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	197	92.9%
1	10	4.7%
2	3	1.4%
3	1	0.5%
5	1	0.5%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	197	92.9%
1	10	4.7%
2	3	1.4%
3	1	0.5%
5	1	0.5%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

n_10
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	6
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1745283019

Minimum	0
Maximum	7
Zeros	198
Zeros (%)	93.4%
Negative	0
Negative (%)	0.0%
Memory size	1.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	7
Range	7
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.7805164557
Coefficient of variation (CV)	4.472148341
Kurtosis	36.19784264
Mean	0.1745283019
Median Absolute Deviation (MAD)	0
Skewness	5.600254725
Sum	37
Variance	0.6092059376
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	198	93.4%
2	4	1.9%
1	4	1.9%
4	3	1.4%
3	2	0.9%
7	1	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	198	93.4%
1	4	1.9%
2	4	1.9%
3	2	0.9%
4	3	1.4%
7	1	0.5%

Value	Count	Frequency (%)
7	1	0.5%
4	3	1.4%
3	2	0.9%
2	4	1.9%
1	4	1.9%
0	198	93.4%

p_23
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	18
Distinct (%)	8.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.636792453

Minimum	0
Maximum	32
Zeros	144
Zeros (%)	67.9%
Negative	0
Negative (%)	0.0%
Memory size	1.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	8
Maximum	32
Range	32
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	4.360004032
Coefficient of variation (CV)	2.663748861
Kurtosis	24.98098946
Mean	1.636792453
Median Absolute Deviation (MAD)	0
Skewness	4.59730049
Sum	347
Variance	19.00963516
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
0	144	67.9%
1	18	8.5%
2	14	6.6%
3	10	4.7%
5	6	2.8%
6	4	1.9%
8	4	1.9%
4	2	0.9%
10	1	0.5%
31	1	0.5%
Other values (8)	8	3.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	144	67.9%
1	18	8.5%
2	14	6.6%
3	10	4.7%
4	2	0.9%
5	6	2.8%
6	4	1.9%
7	1	0.5%
8	4	1.9%
10	1	0.5%

Value	Count	Frequency (%)
32	1	0.5%
31	1	0.5%
25	1	0.5%
18	1	0.5%
17	1	0.5%
14	1	0.5%
12	1	0.5%
11	1	0.5%
10	1	0.5%
8	4	1.9%

n_23
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	12
Distinct (%)	5.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.9811320755

Minimum	0
Maximum	22
Zeros	167
Zeros (%)	78.8%
Negative	0
Negative (%)	0.0%
Memory size	1.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	5
Maximum	22
Range	22
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.814926807
Coefficient of variation (CV)	2.869060015
Kurtosis	29.28434677
Mean	0.9811320755
Median Absolute Deviation (MAD)	0
Skewness	4.875354662
Sum	208
Variance	7.92381293
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	167	78.8%
3	10	4.7%
2	8	3.8%
4	7	3.3%
1	6	2.8%
6	4	1.9%
5	4	1.9%
7	2	0.9%
15	1	0.5%
22	1	0.5%
Other values (2)	2	0.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	167	78.8%
1	6	2.8%
2	8	3.8%
3	10	4.7%
4	7	3.3%
5	4	1.9%
6	4	1.9%
7	2	0.9%
12	1	0.5%
15	1	0.5%

Value	Count	Frequency (%)
22	1	0.5%
21	1	0.5%
15	1	0.5%
12	1	0.5%
7	2	0.9%
6	4	1.9%
5	4	1.9%
4	7	3.3%
3	10	4.7%
2	8	3.8%

p_34
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	44
Distinct (%)	20.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.21226415

Minimum	0
Maximum	116
Zeros	71
Zeros (%)	33.5%
Negative	0
Negative (%)	0.0%
Memory size	1.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	5.5
Q3	16
95-th percentile	44.45
Maximum	116
Range	116
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	15.88636306
Coefficient of variation (CV)	1.416873778
Kurtosis	9.94503362
Mean	11.21226415
Median Absolute Deviation (MAD)	5.5
Skewness	2.582515713
Sum	2377
Variance	252.3765313
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
0	71	33.5%
5	11	5.2%
6	11	5.2%
2	7	3.3%
1	7	3.3%
14	7	3.3%
4	7	3.3%
12	6	2.8%
8	5	2.4%
13	5	2.4%
Other values (34)	75	35.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	71	33.5%
1	7	3.3%
2	7	3.3%
3	3	1.4%
4	7	3.3%
5	11	5.2%
6	11	5.2%
7	4	1.9%
8	5	2.4%
9	4	1.9%

Value	Count	Frequency (%)
116	1	0.5%
69	1	0.5%
64	1	0.5%
56	2	0.9%
54	2	0.9%
51	1	0.5%
49	1	0.5%
46	1	0.5%
45	1	0.5%
44	2	0.9%

n_34
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	23
Distinct (%)	10.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.966981132

Minimum	0
Maximum	32
Zeros	99
Zeros (%)	46.7%
Negative	0
Negative (%)	0.0%
Memory size	1.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	7
95-th percentile	16.45
Maximum	32
Range	32
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	5.758475669
Coefficient of variation (CV)	1.451601477
Kurtosis	3.290287128
Mean	3.966981132
Median Absolute Deviation (MAD)	1
Skewness	1.765747564
Sum	841
Variance	33.16004203
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	99	46.7%
2	19	9.0%
1	14	6.6%
5	11	5.2%
11	9	4.2%
8	7	3.3%
9	7	3.3%
7	7	3.3%
3	6	2.8%
4	5	2.4%
Other values (13)	28	13.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	99	46.7%
1	14	6.6%
2	19	9.0%
3	6	2.8%
4	5	2.4%
5	11	5.2%
6	2	0.9%
7	7	3.3%
8	7	3.3%
9	7	3.3%

Value	Count	Frequency (%)
32	1	0.5%
25	1	0.5%
21	2	0.9%
20	1	0.5%
18	3	1.4%
17	3	1.4%
16	1	0.5%
15	3	1.4%
14	3	1.4%
13	2	0.9%

p_45
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	8
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4056603774

Minimum	0
Maximum	24
Zeros	182
Zeros (%)	85.8%
Negative	0
Negative (%)	0.0%
Memory size	1.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	24
Range	24
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.8690713
Coefficient of variation (CV)	4.607478088
Kurtosis	122.4551534
Mean	0.4056603774
Median Absolute Deviation (MAD)	0
Skewness	10.12720329
Sum	86
Variance	3.493427524
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	182	85.8%
2	11	5.2%
1	11	5.2%
3	4	1.9%
4	1	0.5%
8	1	0.5%
24	1	0.5%
5	1	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	182	85.8%
1	11	5.2%
2	11	5.2%
3	4	1.9%
4	1	0.5%
5	1	0.5%
8	1	0.5%
24	1	0.5%

Value	Count	Frequency (%)
24	1	0.5%
8	1	0.5%
5	1	0.5%
4	1	0.5%
3	4	1.9%
2	11	5.2%
1	11	5.2%
0	182	85.8%

n_45
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	6
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2075471698

Minimum	0
Maximum	7
Zeros	188
Zeros (%)	88.7%
Negative	0
Negative (%)	0.0%
Memory size	1.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	7
Range	7
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.7754158784
Coefficient of variation (CV)	3.736094687
Kurtosis	42.72459925
Mean	0.2075471698
Median Absolute Deviation (MAD)	0
Skewness	5.901766709
Sum	44
Variance	0.6012697845
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	188	88.7%
1	14	6.6%
2	7	3.3%
7	1	0.5%
3	1	0.5%
6	1	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	188	88.7%
1	14	6.6%
2	7	3.3%
3	1	0.5%
6	1	0.5%
7	1	0.5%

Value	Count	Frequency (%)
7	1	0.5%
6	1	0.5%
3	1	0.5%
2	7	3.3%
1	14	6.6%
0	188	88.7%

p_60
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Memory size	1.8 KiB

0	209
1	2
2	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.5%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	209	98.6%
1	2	0.9%
2	1	0.5%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	209	98.6%
1	2	0.9%
2	1	0.5%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

n_60
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Memory size	1.8 KiB

0	208
2	2
1	1
3	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	0.9%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	208	98.1%
2	2	0.9%
1	1	0.5%
3	1	0.5%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	208	98.1%
2	2	0.9%
1	1	0.5%
3	1	0.5%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

p_m
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	36
Distinct (%)	17.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.971698113

Minimum	0
Maximum	82
Zeros	76
Zeros (%)	35.8%
Negative	0
Negative (%)	0.0%
Memory size	1.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	5
Q3	13
95-th percentile	32.45
Maximum	82
Range	82
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	12.01101986
Coefficient of variation (CV)	1.338767723
Kurtosis	7.296107973
Mean	8.971698113
Median Absolute Deviation (MAD)	5
Skewness	2.226626679
Sum	1902
Variance	144.2645981
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
0	76	35.8%
5	14	6.6%
12	11	5.2%
4	9	4.2%
2	9	4.2%
6	8	3.8%
10	7	3.3%
17	6	2.8%
14	6	2.8%
22	5	2.4%
Other values (26)	61	28.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	76	35.8%
1	5	2.4%
2	9	4.2%
3	2	0.9%
4	9	4.2%
5	14	6.6%
6	8	3.8%
7	4	1.9%
8	5	2.4%
9	3	1.4%

Value	Count	Frequency (%)
82	1	0.5%
52	1	0.5%
48	1	0.5%
46	1	0.5%
44	2	0.9%
39	1	0.5%
37	1	0.5%
35	1	0.5%
33	2	0.9%
32	2	0.9%

n_m
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	21
Distinct (%)	9.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.481132075

Minimum	0
Maximum	26
Zeros	98
Zeros (%)	46.2%
Negative	0
Negative (%)	0.0%
Memory size	1.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	6
95-th percentile	13.45
Maximum	26
Range	26
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	5.055579494
Coefficient of variation (CV)	1.452280288
Kurtosis	3.047100242
Mean	3.481132075
Median Absolute Deviation (MAD)	1
Skewness	1.78435212
Sum	738
Variance	25.55888402
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
0	98	46.2%
2	18	8.5%
1	15	7.1%
3	12	5.7%
6	10	4.7%
4	9	4.2%
9	8	3.8%
5	6	2.8%
8	5	2.4%
13	5	2.4%
Other values (11)	26	12.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	98	46.2%
1	15	7.1%
2	18	8.5%
3	12	5.7%
4	9	4.2%
5	6	2.8%
6	10	4.7%
7	5	2.4%
8	5	2.4%
9	8	3.8%

Value	Count	Frequency (%)
26	1	0.5%
21	1	0.5%
20	3	1.4%
17	1	0.5%
16	3	1.4%
15	1	0.5%
14	1	0.5%
13	5	2.4%
12	4	1.9%
11	4	1.9%

p_f
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	16
Distinct (%)	7.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.566037736

Minimum	0
Maximum	49
Zeros	131
Zeros (%)	61.8%
Negative	0
Negative (%)	0.0%
Memory size	1.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	8
Maximum	49
Range	49
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	4.385497141
Coefficient of variation (CV)	2.800377692
Kurtosis	66.59528527
Mean	1.566037736
Median Absolute Deviation (MAD)	0
Skewness	6.986101384
Sum	332
Variance	19.23258517
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0	131	61.8%
1	30	14.2%
2	17	8.0%
3	12	5.7%
5	4	1.9%
4	3	1.4%
6	2	0.9%
8	2	0.9%
16	2	0.9%
12	2	0.9%
Other values (6)	7	3.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	131	61.8%
1	30	14.2%
2	17	8.0%
3	12	5.7%
4	3	1.4%
5	4	1.9%
6	2	0.9%
7	1	0.5%
8	2	0.9%
9	1	0.5%

Value	Count	Frequency (%)
49	1	0.5%
18	1	0.5%
16	2	0.9%
13	1	0.5%
12	2	0.9%
10	2	0.9%
9	1	0.5%
8	2	0.9%
7	1	0.5%
6	2	0.9%

n_f
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	10
Distinct (%)	4.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.9433962264

Minimum	0
Maximum	16
Zeros	150
Zeros (%)	70.8%
Negative	0
Negative (%)	0.0%
Memory size	1.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	4.45
Maximum	16
Range	16
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.394029654
Coefficient of variation (CV)	2.537671433
Kurtosis	19.7757163
Mean	0.9433962264
Median Absolute Deviation (MAD)	0
Skewness	4.149257696
Sum	200
Variance	5.731377984
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	150	70.8%
1	22	10.4%
2	17	8.0%
3	9	4.2%
10	3	1.4%
4	3	1.4%
5	3	1.4%
15	2	0.9%
7	2	0.9%
16	1	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	150	70.8%
1	22	10.4%
2	17	8.0%
3	9	4.2%
4	3	1.4%
5	3	1.4%
7	2	0.9%
10	3	1.4%
15	2	0.9%
16	1	0.5%

Value	Count	Frequency (%)
16	1	0.5%
15	2	0.9%
10	3	1.4%
7	2	0.9%
5	3	1.4%
4	3	1.4%
3	9	4.2%
2	17	8.0%
1	22	10.4%
0	150	70.8%

youtube_num
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	6
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5471698113

Minimum	0
Maximum	5
Zeros	142
Zeros (%)	67.0%
Negative	0
Negative (%)	0.0%
Memory size	1.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	3
Maximum	5
Range	5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.9748697857
Coefficient of variation (CV)	1.781658574
Kurtosis	5.057750911
Mean	0.5471698113
Median Absolute Deviation (MAD)	0
Skewness	2.190098674
Sum	116
Variance	0.950371099
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	142	67.0%
1	44	20.8%
2	12	5.7%
3	10	4.7%
5	2	0.9%
4	2	0.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	142	67.0%
1	44	20.8%
2	12	5.7%
3	10	4.7%
4	2	0.9%
5	2	0.9%

Value	Count	Frequency (%)
5	2	0.9%
4	2	0.9%
3	10	4.7%
2	12	5.7%
1	44	20.8%
0	142	67.0%

youtube_view
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	41
Distinct (%)	19.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	67676.15566

Minimum	0
Maximum	2599612
Zeros	163
Zeros (%)	76.9%
Negative	0
Negative (%)	0.0%
Memory size	1.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	112287
Maximum	2599612
Range	2599612
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	336163.6994
Coefficient of variation (CV)	4.967239881
Kurtosis	33.68028608
Mean	67676.15566
Median Absolute Deviation (MAD)	0
Skewness	5.714766598
Sum	14347345
Variance	1.130060328 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
0	163	76.9%
7612	3	1.4%
617	3	1.4%
34628	3	1.4%
2767	2	0.9%
1411	2	0.9%
1	2	0.9%
44216	1	0.5%
179	1	0.5%
15769	1	0.5%
Other values (31)	31	14.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	163	76.9%
1	2	0.9%
41	1	0.5%
179	1	0.5%
271	1	0.5%
478	1	0.5%
561	1	0.5%
617	3	1.4%
687	1	0.5%
746	1	0.5%

Value	Count	Frequency (%)
2599612	1	0.5%
2208775	1	0.5%
2184085	1	0.5%
1708301	1	0.5%
1523638	1	0.5%
1147693	1	0.5%
898387	1	0.5%
858326	1	0.5%
491824	1	0.5%
174978	1	0.5%

youtube_like
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	37
Distinct (%)	17.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	100.0377358

Minimum	0
Maximum	4723
Zeros	166
Zeros (%)	78.3%
Negative	0
Negative (%)	0.0%
Memory size	1.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	237.35
Maximum	4723
Range	4723
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	485.8326789
Coefficient of variation (CV)	4.85649415
Kurtosis	54.16948348
Mean	100.0377358
Median Absolute Deviation (MAD)	0
Skewness	6.954540163
Sum	21208
Variance	236033.3919
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
0	166	78.3%
180	3	1.4%
1102	3	1.4%
16	3	1.4%
45	2	0.9%
17	2	0.9%
81	2	0.9%
6	2	0.9%
4723	1	0.5%
102	1	0.5%
Other values (27)	27	12.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	166	78.3%
4	1	0.5%
6	2	0.9%
7	1	0.5%
9	1	0.5%
11	1	0.5%
15	1	0.5%
16	3	1.4%
17	2	0.9%
19	1	0.5%

Value	Count	Frequency (%)
4723	1	0.5%
3276	1	0.5%
3155	1	0.5%
1333	1	0.5%
1295	1	0.5%
1102	3	1.4%
890	1	0.5%
847	1	0.5%
239	1	0.5%
236	1	0.5%

youtube_comment
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	39
Distinct (%)	18.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	64.4245283

Minimum	-1
Maximum	1513
Zeros	149
Zeros (%)	70.3%
Negative	1
Negative (%)	0.5%
Memory size	1.8 KiB

Quantile statistics

Minimum	-1
5-th percentile	0
Q1	0
median	0
Q3	10
95-th percentile	521.35
Maximum	1513
Range	1514
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	207.0191258
Coefficient of variation (CV)	3.213358813
Kurtosis	20.35909781
Mean	64.4245283
Median Absolute Deviation (MAD)	0
Skewness	4.295751829
Sum	13658
Variance	42856.91845
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
0	149	70.3%
29	7	3.3%
12	5	2.4%
10	4	1.9%
61	3	1.4%
545	3	1.4%
256	3	1.4%
32	2	0.9%
959	2	0.9%
3	2	0.9%
Other values (29)	32	15.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	1	0.5%
0	149	70.3%
1	2	0.9%
3	2	0.9%
4	1	0.5%
5	1	0.5%
6	2	0.9%
10	4	1.9%
12	5	2.4%
15	1	0.5%

Value	Count	Frequency (%)
1513	1	0.5%
1157	1	0.5%
1081	1	0.5%
959	2	0.9%
746	1	0.5%
663	1	0.5%
582	1	0.5%
545	3	1.4%
502	1	0.5%
359	1	0.5%

youtube_p
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	26
Distinct (%)	12.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.358490566

Minimum	0
Maximum	48
Zeros	156
Zeros (%)	73.6%
Negative	0
Negative (%)	0.0%
Memory size	1.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	23
Maximum	48
Range	48
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	7.949710036
Coefficient of variation (CV)	2.367048494
Kurtosis	9.249616742
Mean	3.358490566
Median Absolute Deviation (MAD)	0
Skewness	2.9505272
Sum	712
Variance	63.19788965
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
0	156	73.6%
1	7	3.3%
6	5	2.4%
10	4	1.9%
3	4	1.9%
4	4	1.9%
7	3	1.4%
11	3	1.4%
14	3	1.4%
23	3	1.4%
Other values (16)	20	9.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	156	73.6%
1	7	3.3%
2	1	0.5%
3	4	1.9%
4	4	1.9%
5	1	0.5%
6	5	2.4%
7	3	1.4%
8	1	0.5%
10	4	1.9%

Value	Count	Frequency (%)
48	1	0.5%
40	1	0.5%
36	1	0.5%
30	1	0.5%
29	2	0.9%
28	1	0.5%
27	2	0.9%
23	3	1.4%
19	1	0.5%
18	2	0.9%

youtube_n
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	14
Distinct (%)	6.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.179245283

Minimum	0
Maximum	24
Zeros	164
Zeros (%)	77.4%
Negative	0
Negative (%)	0.0%
Memory size	1.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	7.9
Maximum	24
Range	24
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3.411153075
Coefficient of variation (CV)	2.892657808
Kurtosis	19.52168919
Mean	1.179245283
Median Absolute Deviation (MAD)	0
Skewness	4.126865389
Sum	250
Variance	11.6359653
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
0	164	77.4%
1	14	6.6%
2	9	4.2%
3	6	2.8%
6	4	1.9%
7	3	1.4%
10	3	1.4%
11	3	1.4%
24	1	0.5%
9	1	0.5%
Other values (4)	4	1.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	164	77.4%
1	14	6.6%
2	9	4.2%
3	6	2.8%
5	1	0.5%
6	4	1.9%
7	3	1.4%
9	1	0.5%
10	3	1.4%
11	3	1.4%

Value	Count	Frequency (%)
24	1	0.5%
21	1	0.5%
20	1	0.5%
13	1	0.5%
11	3	1.4%
10	3	1.4%
9	1	0.5%
7	3	1.4%
6	4	1.9%
5	1	0.5%

amount
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	186
Distinct (%)	87.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1440448389

Minimum	0
Maximum	6216987023
Zeros	27
Zeros (%)	12.7%
Negative	0
Negative (%)	0.0%
Memory size	1.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	21862517.95
median	1153341127
Q3	2501547537
95-th percentile	4361422787
Maximum	6216987023
Range	6216987023
Interquartile range (IQR)	2479685019

Descriptive statistics

Standard deviation	1497101176
Coefficient of variation (CV)	1.039329967
Kurtosis	-0.1415254458
Mean	1440448389
Median Absolute Deviation (MAD)	1142487528
Skewness	0.8398625929
Sum	3.053750585 × 10¹¹
Variance	2.241311932 × 10¹⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	27	12.7%
2694885456	1	0.5%
31904567.03	1	0.5%
33513797.26	1	0.5%
26341590.06	1	0.5%
22570736.47	1	0.5%
29607350.9	1	0.5%
19342590.17	1	0.5%
23724669.92	1	0.5%
38241463.8	1	0.5%
Other values (176)	176	83.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	27	12.7%
3005807.379	1	0.5%
3946950.677	1	0.5%
5515700.562	1	0.5%
5950442.393	1	0.5%
6051623.471	1	0.5%
6239332.684	1	0.5%
7063147.209	1	0.5%
7066016.253	1	0.5%
7571194.954	1	0.5%

Value	Count	Frequency (%)
6216987023	1	0.5%
5376972574	1	0.5%
5206389302	1	0.5%
5045014949	1	0.5%
5024610724	1	0.5%
4974473581	1	0.5%
4886443503	1	0.5%
4877854469	1	0.5%
4847759621	1	0.5%
4708705889	1	0.5%

volume
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	183
Distinct (%)	86.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	52217.78679

Minimum	0
Maximum	201167.2
Zeros	27
Zeros (%)	12.7%
Negative	0
Negative (%)	0.0%
Memory size	1.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	475.8
median	24848.85
Q3	111196.8
95-th percentile	149750.25
Maximum	201167.2
Range	201167.2
Interquartile range (IQR)	110721

Descriptive statistics

Standard deviation	58123.20131
Coefficient of variation (CV)	1.113092011
Kurtosis	-1.144856411
Mean	52217.78679
Median Absolute Deviation (MAD)	24848.85
Skewness	0.6644120598
Sum	11070170.8
Variance	3378306531
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	27	12.7%
26163.8	2	0.9%
923	2	0.9%
261.3	2	0.9%
847.6	1	0.5%
412.1	1	0.5%
627.9	1	0.5%
682.5	1	0.5%
471.9	1	0.5%
380.9	1	0.5%
Other values (173)	173	81.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	27	12.7%
70.2	1	0.5%
91	1	0.5%
118.3	1	0.5%
133.9	1	0.5%
150.8	1	0.5%
157.3	1	0.5%
158.6	1	0.5%
172.9	1	0.5%
179.4	1	0.5%

Value	Count	Frequency (%)
201167.2	1	0.5%
180074.7	1	0.5%
176168.2	1	0.5%
159143.4	1	0.5%
157452.1	1	0.5%
156617.5	1	0.5%
155789.4	1	0.5%
155021.1	1	0.5%
150732.4	1	0.5%
150705.1	1	0.5%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	df_index	product	date	total	tweeter	blog	community	instagram	news	p_10	n_10	p_23	n_23	p_34	n_34	p_45	n_45	p_m	n_m	p_f	n_f	youtube_num	youtube_comment	youtube_p	youtube_n	amount	volume
0	0	아로나민골드	2018-01-01	174	40	28	17	89	0	0	0	1	0	9	3	0	0	10	4	2	0	0	0	0	0	2.694885e+09	107597.1
1	1	아로나민골드	2018-02-01	177	24	19	35	99	0	0	0	3	2	12	7	0	0	14	7	0	2	2	502	5	3	2.574093e+09	111208.5
2	2	아로나민골드	2018-03-01	306	102	28	43	114	19	2	2	5	6	39	8	0	0	37	4	9	10	1	1	0	0	3.326711e+09	139370.4
3	3	아로나민골드	2018-04-01	295	82	32	42	128	11	0	0	4	4	16	17	0	0	14	16	3	4	0	0	0	0	3.607714e+09	150705.1
4	4	아로나민골드	2018-05-01	232	32	29	38	131	2	0	0	1	0	0	0	0	0	19	9	1	2	0	0	0	0	3.625640e+09	155021.1
5	5	아로나민골드	2018-06-01	209	30	29	30	119	1	0	0	0	0	12	9	0	0	12	8	0	1	0	0	0	0	3.257992e+09	137412.6
6	6	아로나민골드	2018-07-01	209	30	29	30	119	1	0	0	1	6	18	14	2	1	13	16	2	4	0	0	0	0	3.260588e+09	140682.1
7	7	아로나민골드	2018-08-01	231	31	30	34	130	6	0	0	6	2	14	17	4	2	17	13	3	5	2	164	4	1	2.850388e+09	135376.8
8	8	아로나민골드	2018-09-01	225	32	27	36	127	3	0	0	0	4	6	9	2	2	5	12	1	2	1	249	19	6	2.894234e+09	176168.2
9	9	아로나민골드	2018-10-01	184	35	27	32	90	0	0	0	0	3	0	0	2	0	30	9	1	0	1	64	4	0	2.993981e+09	141237.2

Last rows

	df_index	product	date	total	tweeter	blog	community	instagram	news	p_23	n_23	p_34	n_34	p_45	n_45	p_m	n_m	p_f	n_f	youtube_num	youtube_view	youtube_like	youtube_comment	youtube_p	youtube_n	amount	volume
202	43	비맥스메타	2021-08-01	79	6	30	42	1	0	0	0	21	5	0	0	22	3	1	2	1	1933	21	12	1	3	2.910951e+09	94243.5
203	44	비맥스메타	2021-09-01	117	6	45	61	3	2	0	0	51	3	0	0	0	0	10	1	0	0	0	0	0	0	3.295232e+09	107573.7
204	45	비맥스메타	2021-10-01	81	6	35	40	0	0	0	0	0	0	0	0	27	2	0	0	0	0	0	0	0	0	2.599142e+09	84282.9
205	46	비맥스메타	2021-11-01	98	7	32	54	4	1	1	0	45	11	0	0	29	8	1	2	0	0	0	0	0	0	2.335186e+09	75909.6
206	47	비맥스메타	2021-12-01	93	5	31	54	2	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2.291771e+09	74911.2
207	48	비맥스메타	2022-01-01	88	3	30	41	2	12	32	21	25	10	0	0	23	10	0	0	0	0	0	0	0	0	2.013389e+09	66067.3
208	49	비맥스메타	2022-02-01	78	6	27	42	3	0	0	0	14	0	2	0	13	0	0	0	0	0	0	0	0	0	1.861340e+09	61470.5
209	50	비맥스메타	2022-03-01	81	6	36	35	4	0	0	0	21	8	3	6	23	14	0	0	0	0	0	0	0	0	0.000000e+00	0.0
210	51	비맥스메타	2022-04-01	86	4	40	37	4	1	0	0	13	5	0	0	12	7	0	0	0	0	0	0	0	0	0.000000e+00	0.0
211	52	비맥스메타	2022-05-01	7	1	4	2	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0.000000e+00	0.0

Most frequently occurring

	df_index	product	date	total	tweeter	blog	community	instagram	p_34	n_34	p_m	n_m	p_f	n_f	# duplicates
0	50	벤포벨	2022-03-01	21	1	11	26	0	14	18	14	20	0	0	2
1	51	벤포벨	2022-04-01	61	10	25	41	18	26	11	29	12	1	1	2
2	52	벤포벨	2022-05-01	90	5	26	0	0	0	0	0	0	0	0	2

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Cramér's V (φc)

Phik (φk)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequently occurring